{"id":34815,"date":"2025-08-02T18:41:40","date_gmt":"2025-08-02T10:41:40","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=34815"},"modified":"2025-08-02T18:41:40","modified_gmt":"2025-08-02T10:41:40","slug":"rag-dechengbaiguanjian","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/rag-dechengbaiguanjian\/","title":{"rendered":"RAG 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\u5728\u809d\u529f\u80fd\u4e0d\u5168\u60a3\u8005\u4e2d\u7684\u4f7f\u7528\u7981\u5fcc\u201d\u65f6\uff0c\u7cfb\u7edf\u53ef\u80fd\u53ea\u68c0\u7d22\u5230\u5305\u542b\u201c\u7981\u5fcc\u201d\u5173\u952e\u8bcd\u7684\u6bb5\u843d\u3002\u7136\u800c\uff0c\u7531\u4e8e\u8be5\u6bb5\u843d\u4e22\u5931\u4e86\u201c\u7279\u6b8a\u4eba\u7fa4\u7528OCK\u201d\u8fd9\u4e00\u5173\u952e\u7684\u4e0a\u4e0b\u6587\u6807\u9898\uff0c\u5bfc\u81f4\u6a21\u578b\u65e0\u6cd5\u63d0\u4f9b\u5b8c\u6574\u3001\u51c6\u786e\u7684\u7b54\u6848\u3002<\/p>\n<p>\u8fd9\u5145\u5206\u8bf4\u660e\uff0c\u6587\u6863\u89e3\u6790\u7684\u8d28\u91cf\u76f4\u63a5\u51b3\u5b9a\u4e86\u00a0<code>RAG<\/code>\u00a0\u7cfb\u7edf\u6027\u80fd\u7684\u4e0a\u9650\u3002<\/p>\n<h2>\u6587\u6863\u89e3\u6790\u4e3a\u4f55\u5982\u6b64\u590d\u6742\uff1f<\/h2>\n<p>\u6587\u6863\u89e3\u6790\u5e76\u975e\u5355\u4e00\u7684\u7b97\u6cd5\u5de5\u5177\uff0c\u800c\u662f\u4e00\u5957\u590d\u6742\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u7684\u590d\u6742\u6027\u6765\u6e90\u4e8e\u4ee5\u4e0b\u591a\u4e2a\u7ef4\u5ea6\u7684\u6311\u6218\u7ec4\u5408\uff1a<\/p>\n<ul>\n<li><strong>\u6587\u6863\u683c\u5f0f<\/strong>\uff1aPDF\u3001Word\u3001Excel\u3001PPT\u3001Markdown \u7b49\u683c\u5f0f\u7684\u5904\u7406\u65b9\u5f0f\u5404\u4e0d\u76f8\u540c\u3002<\/li>\n<li><strong>\u4e1a\u52a1\u9886\u57df<\/strong>\uff1a\u5b66\u672f\u8bba\u6587\u3001\u5546\u4e1a\u62a5\u544a\u3001\u8d22\u52a1\u62a5\u8868\u7b49\u4e0d\u540c\u6587\u6863\u5177\u5907\u72ec\u7279\u7684\u7248\u9762\u98ce\u683c\u3002<\/li>\n<li><strong>\u8bed\u79cd<\/strong>\uff1a\u4e0d\u540c\u8bed\u8a00\u7684\u8bc6\u522b\u9700\u8981\u4f9d\u8d56\u76f8\u5e94\u7684\u8bed\u6599\u5e93\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u3002<\/li>\n<li><strong>\u6587\u6863\u5143\u7d20<\/strong>\uff1a\u6bb5\u843d\u3001\u6807\u9898\u3001\u8868\u683c\u3001\u516c\u5f0f\u3001\u89d2\u6807\u7b49\u5143\u7d20\u7684\u7cbe\u786e\u8fd8\u539f\uff0c\u662f\u5e2e\u52a9\u00a0<code>LLM<\/code>\u00a0\u7406\u89e3\u6587\u7ae0\u5c42\u6b21\u7ed3\u6784\u7684\u5173\u952e\u3002<\/li>\n<li><strong>\u9875\u9762\u5e03\u5c40<\/strong>\uff1a\u5355\u680f\u3001\u53cc\u680f\u3001\u591a\u680f\u6df7\u5408\u7b49\u5e03\u5c40\u76f4\u63a5\u5f71\u54cd\u9605\u8bfb\u987a\u5e8f\u7684\u6b63\u786e\u8fd8\u539f\u3002<\/li>\n<li><strong>\u56fe\u50cf\u5185\u5bb9<\/strong>\uff1a\u6587\u672c\u00a0<code>OCR<\/code>\u3001\u624b\u5199\u4f53\u8bc6\u522b\u3001\u56fe\u50cf\u5206\u8fa8\u7387\u4f18\u5316\u7b49\u95ee\u9898\uff0c\u5728\u56fe\u6587\u6df7\u6392\u7684\u573a\u666f\u4e2d\u5c24\u4e3a\u7a81\u51fa\u3002<\/li>\n<li><strong>\u8868\u683c\u7ed3\u6784<\/strong>\uff1a\u8868\u683c\u4e2d\u7684\u5408\u5e76\u5355\u5143\u683c\u3001\u8de8\u9875\u3001\u5d4c\u5957\u7b49\u590d\u6742\u7ed3\u6784\uff0c\u4f7f\u5176\u89e3\u6790\u65e2\u4e0d\u540c\u4e8e\u6587\u672c\uff0c\u4e5f\u4e0d\u540c\u4e8e\u56fe\u50cf\u3002<\/li>\n<li><strong>\u9644\u52a0\u80fd\u529b<\/strong>\uff1a\u667a\u80fd\u5207\u5206\uff08Chunking\uff09\u867d\u7136\u4e0d\u662f\u89e3\u6790\u7684\u672c\u804c\u5de5\u4f5c\uff0c\u4f46\u9ad8\u8d28\u91cf\u7684\u5207\u5206\uff0c\u7279\u522b\u662f\u5bf9\u8d85\u5927\u8868\u683c\u7684\u5904\u7406\uff0c\u80fd\u663e\u8457\u63d0\u5347\u95ee\u7b54\u6548\u679c\u3002<\/li>\n<\/ul>\n<p>\u6ca1\u6709\u4efb\u4f55\u4e00\u6b3e\u5355\u4e00\u5de5\u5177\u80fd\u5728\u4e0a\u8ff0\u6240\u6709\u7ef4\u5ea6\u4e0a\u90fd\u8868\u73b0\u51fa\u8272\u3002\u56e0\u6b64\uff0c\u4e0d\u52a0\u601d\u8003\u5730\u9009\u7528\u5f00\u6e90\u5de5\u5177\uff0c\u5f80\u5f80\u4f1a\u5bfc\u81f4\u987e\u6b64\u5931\u5f7c\uff0c\u96be\u4ee5\u6ee1\u8db3\u9ad8\u8d28\u91cf\u7684\u5e94\u7528\u9700\u6c42\u3002<\/p>\n<h2>\u5982\u4f55\u79d1\u5b66\u8bc4\u4f30\u6587\u6863\u89e3\u6790\u5de5\u5177\uff1f<\/h2>\n<p>\u65e2\u7136\u4e0d\u5b58\u5728\u5b8c\u7f8e\u7684\u901a\u7528\u5de5\u5177\uff0c\u90a3\u4e48\u5982\u4f55\u8bc4\u4f30\u7279\u5b9a\u573a\u666f\u4e0b\u7684\u6700\u4f18\u9009\u62e9\uff1f\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u7684\u4e00\u9879\u7814\u7a76\u6210\u679c\u4e3a\u6b64\u63d0\u4f9b\u4e86\u53c2\u8003\u3002\u8fd9\u9879\u88ab\u8ba1\u7b97\u673a\u89c6\u89c9\u9876\u7ea7\u4f1a\u8bae\u00a0<code>CVPR 2024<\/code>\u00a0\u63a5\u6536\u7684\u7814\u7a76\uff0c\u63a8\u51fa\u4e86\u4e00\u4e2a\u4e13\u95e8\u7528\u4e8e\u8bc4\u4f30\u00a0<code>PDF<\/code>\u00a0\u6587\u6863\u89e3\u6790\u80fd\u529b\u7684\u57fa\u51c6\u2014\u2014<code>OmniDocBench<\/code>\u3002<\/p>\n<p><code>OmniDocBench<\/code>\u00a0\u4ece 20 \u4e07\u4efd\u00a0<code>PDF<\/code>\u00a0\u6587\u6863\u4e2d\u63d0\u53d6\u89c6\u89c9\u7279\u5f81\uff0c\u901a\u8fc7\u805a\u7c7b\u5206\u6790\u7b5b\u9009\u51fa 6000 \u4e2a\u5177\u6709\u663e\u8457\u5dee\u5f02\u5316\u7684\u9875\u9762\uff0c\u5e76\u6700\u7ec8\u5bf9\u5176\u4e2d\u7684 981 \u4e2a\u9875\u9762\u8fdb\u884c\u4e86\u7cbe\u7ec6\u5316\u6807\u6ce8\u3002\u5176\u6807\u6ce8\u7ef4\u5ea6\u975e\u5e38\u4e30\u5bcc\uff0c\u8986\u76d6\u4e86\u5e03\u5c40\u8fb9\u754c\u6846\u3001\u5e03\u5c40\u5c5e\u6027\u3001\u9605\u8bfb\u987a\u5e8f\u548c\u5c42\u7ea7\u5173\u7cfb\u7b49\uff0c\u5c24\u5176\u5bf9\u8de8\u9875\u5185\u5bb9\u7684\u5173\u8054\u6027\u6807\u6ce8\u975e\u5e38\u53cb\u597d\u3002<\/p>\n<p>\u5728\u8bc4\u4f30\u6307\u6807\u4e0a\uff0c<code>OmniDocBench<\/code>\u00a0\u9488\u5bf9\u6587\u672c\u3001\u8868\u683c\u3001\u516c\u5f0f\u548c\u9605\u8bfb\u987a\u5e8f\u7b49\u4e0d\u540c\u7ef4\u5ea6\uff0c\u5206\u522b\u91c7\u7528\u4e86\u5f52\u4e00\u5316\u7f16\u8f91\u8ddd\u79bb\uff08NED\uff09\u3001\u57fa\u4e8e\u6811\u7f16\u8f91\u8ddd\u79bb\u7684\u76f8\u4f3c\u5ea6\uff08TEDS\uff09\u548c\u00a0<code>BLEU<\/code>\u00a0\u7b49\u591a\u79cd\u7b97\u6cd5\uff0c\u4ee5\u786e\u4fdd\u8bc4\u4f30\u7684\u5168\u9762\u6027\u548c\u516c\u6b63\u6027\u3002<\/p>\n<h2>\u5404\u7ef4\u5ea6\u4e0b\u7684\u9886\u5148\u8005\u662f\u8c01\uff1f<\/h2>\n<p><code>OmniDocBench<\/code>\u00a0\u7684\u8bc4\u4f30\u62a5\u544a\u63ed\u793a\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u8d8b\u52bf\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/9b07b384e48b59c.png\" alt=\"\" \/><br \/>\n\uff08\u6765\u6e90\uff1ahttps:\/\/arxiv.org\/abs\/2402.07626\uff09<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/ecda4666ad2016b.png\" alt=\"\" \/><br \/>\n\uff08\u6765\u6e90\uff1ahttps:\/\/github.com\/opendatalab\/OmniDocBench\/blob\/main\/README_zh-CN.md\uff09<\/p>\n<p>\u5728\u9879\u76ee\u65e9\u671f\u7684\u8bba\u6587\u56fe\u4e2d\uff0c\u5404\u7c7b\u4f20\u7edf\u6587\u6863\u89e3\u6790\u5de5\u5177\u5728\u4e0d\u540c\u7ef4\u5ea6\u4e0a\u7ade\u4e89\u6fc0\u70c8\uff0c\u5404\u6709\u5343\u79cb\u3002\u7136\u800c\uff0c\u5f53\u901a\u7528\u89c6\u89c9\u5927\u6a21\u578b\uff08\u5982\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/de\/geminibardgubu\/\">Gemini<\/a> 1.5 Pro<\/code>\uff09\u88ab\u7eb3\u5165\u8bc4\u6d4b\u540e\uff0c\u5176\u5f3a\u5927\u7684\u7efc\u5408\u80fd\u529b\u4f7f\u5176\u5728\u5404\u9879\u6307\u6807\u4e0a\u90fd\u53d6\u5f97\u4e86\u9886\u5148\u5730\u4f4d\u3002<\/p>\n<p>\u8fd9\u79cd\u4f18\u52bf\u6e90\u4e8e\u00a0<code>Gemini<\/code>\u00a0\u7b49\u539f\u751f\u591a\u6a21\u6001\u5927\u6a21\u578b\u80fd\u591f\u7aef\u5230\u7aef\u5730\u5904\u7406\u56fe\u50cf\u548c\u6587\u672c\u4fe1\u606f\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7406\u89e3\u6587\u6863\u7684\u6574\u4f53\u5e03\u5c40\u548c\u8bed\u4e49\u3002\u4f46\u8fd9\u79cd\u5f3a\u5927\u7684\u80fd\u529b\u4e5f\u4f34\u968f\u7740\u9ad8\u6602\u7684\u6210\u672c\u3002<\/p>\n<p>\u4ee5\u00a0<code>Gemini 1.5 Pro<\/code>\u00a0\u4e3a\u4f8b\uff0c\u5c3d\u7ba1\u5b83\u80fd\u51c6\u786e\u8bc6\u522b\u6f66\u8349\u7684\u624b\u5199\u4f53\uff0c\u4f46\u5728\u5904\u7406\u4e00\u4e2a\u5305\u542b\u591a\u4e2a\u5408\u5e76\u5355\u5143\u683c\u548c\u89d2\u6807\u7684\u590d\u6742\u8868\u683c\u65f6\uff0c\u4ecd\u7136\u51fa\u73b0\u4e86\u660e\u663e\u7684\u89e3\u6790\u9519\u8bef\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/08fd58d6e70dbaf.png\" alt=\"\" \/><br \/>\n\uff08\u4f7f\u7528\u00a0<code>Gemini 1.5 Pro<\/code>\u00a0\u89e3\u6790\u590d\u6742\u8868\u683c\u65f6\u7684\u51fa\u9519\u793a\u4f8b\uff09<\/p>\n<p>\u66f4\u5173\u952e\u7684\u662f\u6210\u672c\u95ee\u9898\u3002\u4ec5\u4ec5\u89e3\u6790\u8fd9\u4e00\u9875\u00a0<code>PDF<\/code>\uff0c\u5c31\u82b1\u8d39\u4e86\u7ea6 1.2 \u5143\u4eba\u6c11\u5e01\u3002\u8d39\u7528\u7684\u4e3b\u8981\u6765\u6e90\u662f\u6a21\u578b\u8f93\u51fa\u7684\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/de\/tokenization\/\">Token<\/a><\/code>\u00a0\u6570\u91cf\uff0c\u8fd9\u5bf9\u4e8e\u9700\u8981\u5927\u89c4\u6a21\u5904\u7406\u6587\u6863\u7684\u4f01\u4e1a\u800c\u8a00\uff0c\u662f\u4e00\u7b14\u5de8\u5927\u7684\u5f00\u9500\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/f2b9e726f3b746b.png\" alt=\"\" \/><br \/>\n\uff08\u4f7f\u7528\u00a0<code>Gemini 1.5 Pro<\/code>\u00a0\u89e3\u6790\u6587\u6863\u7684\u6210\u672c\u6d88\u8017\u793a\u4f8b\uff09<\/p>\n<p>\u56e0\u6b64\uff0c<code>Gemini<\/code>\u00a0\u5e76\u975e\u9002\u7528\u4e8e\u6240\u6709\u573a\u666f\u7684\u4e07\u80fd\u89e3\u836f\u3002\u5728\u00a0<code>Gemini<\/code>\u00a0\u4e4b\u5916\uff0c\u4e1a\u754c\u8fd8\u6709\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/de\/unstructured\/\">unstructured<\/a>.io<\/code>\u3001<code><a href=\"https:\/\/www.kdjingpai.com\/de\/marker\/\">Marker<\/a><\/code>\u00a0\u548c\u00a0<code>PyMuPDF<\/code>\u00a0\u7b49\u4f17\u591a\u4f18\u79c0\u7684\u5f00\u6e90\u6216\u5546\u4e1a\u89e3\u51b3\u65b9\u6848\uff0c\u5b83\u4eec\u5728\u7279\u5b9a\u4efb\u52a1\u548c\u6210\u672c\u63a7\u5236\u4e0a\u53ef\u80fd\u66f4\u5177\u4f18\u52bf\u3002\u6b63\u786e\u7684\u9009\u62e9\u59cb\u4e8e\u5bf9\u5e94\u7528\u573a\u666f\u7684\u6e05\u6670\u5b9a\u4e49\uff0c\u9700\u8981\u5728\u6027\u80fd\u3001\u6210\u672c\u548c\u7279\u5b9a\u9700\u6c42\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002<\/p>\n<h2>\u5b9e\u7528\u5efa\u8bae<\/h2>\n<p>\u5728\u6784\u5efa\u6216\u4f18\u5316\u00a0<code>RAG<\/code>\u00a0\u7cfb\u7edf\u65f6\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u53c2\u8003\u4ee5\u4e0b\u6b65\u9aa4\u6765\u653b\u514b\u6587\u6863\u89e3\u6790\u8fd9\u4e00\u96be\u9898\uff1a<\/p>\n<ol>\n<li><strong>\u8bca\u65ad\u6587\u6863\u5e93<\/strong>\uff1a\u5ba1\u67e5\u4f60\u7684\u6587\u6863\uff0c\u8bc6\u522b\u51fa\u6700\u68d8\u624b\u7684\u5408\u540c\u3001\u62a5\u544a\u6216\u626b\u63cf\u4ef6\uff0c\u660e\u786e\u5176\u4e2d\u7684\u4e3b\u8981\u6311\u6218\u662f\u6765\u81ea\u4e8e\u590d\u6742\u8868\u683c\u3001\u6570\u5b66\u516c\u5f0f\u8fd8\u662f\u7279\u6b8a\u7684\u9875\u9762\u5e03\u5c40\u3002<\/li>\n<li><strong>\u9488\u5bf9\u6027\u9a8c\u8bc1<\/strong>\uff1a\u5bf9\u7167\u00a0<code>OmniDocBench<\/code>\u00a0\u6216\u5176\u4ed6\u8bc4\u6d4b\u62a5\u544a\uff0c\u9009\u62e9\u4e00\u5230\u4e24\u6b3e\u5728\u7279\u5b9a\u7ef4\u5ea6\u4e0a\u8868\u73b0\u51fa\u8272\u7684\u5de5\u5177\u8fdb\u884c\u9488\u5bf9\u6027\u9a8c\u8bc1\uff0c\u627e\u5230\u6700\u9002\u5408\u81ea\u8eab\u4e1a\u52a1\u9700\u6c42\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<li><strong>\u6301\u7eed\u5173\u6ce8\u524d\u6cbf<\/strong>\uff1a\u6587\u6863\u89e3\u6790\u6280\u672f\u4ecd\u5728\u5feb\u901f\u53d1\u5c55\uff0c\u6301\u7eed\u5173\u6ce8\u00a0<code>OmniDocBench<\/code>\u00a0\u8fd9\u7c7b\u57fa\u51c6\u7814\u7a76\u548c\u65b0\u5174\u7684\u89e3\u6790\u5de5\u5177\uff0c\u80fd\u5e2e\u52a9\u4f60\u4e0d\u65ad\u4f18\u5316\u7cfb\u7edf\u6027\u80fd\u3002<\/li>\n<\/ol>\n<h3>\u76f8\u5173\u7814\u7a76<\/h3>\n<ul>\n<li><code>OmniDocBench<\/code>\u00a0\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2402.07626<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6784\u5efa\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7cfb\u7edf\u65f6\uff0c\u5f00\u53d1\u8005\u5e38\u5e38\u4f1a\u9047\u5230\u4ee5\u4e0b\u4ee4\u4eba\u56f0\u60d1\u7684\u573a\u666f\uff1a 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\u6587\u6863\u4e2d\u7684\u6c34\u5370&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-34815","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/34815","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=34815"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/34815\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=34815"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=34815"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=34815"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}